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The future of fish age estimation: deep machine learning coupled with Fourier transform near-infrared spectroscopy of otoliths 鱼类年龄估计的未来:深度机器学习与耳石的傅立叶变换近红外光谱相结合
IF 2.4 2区 农林科学 Q2 FISHERIES Pub Date : 2023-07-04 DOI: 10.1139/cjfas-2023-0045
I. Benson, T. Helser, Giovanni Marchetti, B. Barnett
Our novel approach for fish age prediction uses quantitative analysis of Fourier transform near-infrared (FT-NIR) spectra of otoliths by means of multimodal convolutional neural networks (MMCNN). We integrate two key data modalities that are related to fish ages: the entire range of wavenumbers of FT-NIR spectra and corresponding biological and geospatial data for nearly 9000 walleye pollock ( Gadus chalcogrammus) specimens. The proposed model extracts informative spectral features automatically and elucidates hidden structural relationships associated with fish growth to improve age predictions. Absorbance associated with 7000 to 4000 cm−1 wavenumbers had the highest influence on model predictions followed by fish length, latitude, depth, and temperature. The optimal model resulted in good overall performance with an R2 of 0.93 and RMSE of 0.83 for training data set and R2 of 0.92 and RMSE of 0.91 for test data set. MMCNN's age predictions were comparable to microscope-based ages yielding as good or slightly better precision. Moreover, the model outperformed classical partial least squares analysis of otolith spectra and remedied prediction bias at older ages of fish.
我们的新方法是利用多模态卷积神经网络(MMCNN)对耳石的傅里叶变换近红外(FT-NIR)光谱进行定量分析,以预测鱼类的年龄。我们整合了与鱼类年龄相关的两种关键数据模式:近9000个狭鳕样本的FT-NIR光谱的整个波数范围以及相应的生物和地理空间数据。该模型自动提取信息丰富的光谱特征,并阐明与鱼类生长相关的隐藏结构关系,以提高年龄预测。与7000至4000 cm−1波数相关的吸光度对模式预测的影响最大,其次是鱼的长度、纬度、深度和温度。优化后的模型整体性能良好,训练数据集的R2为0.93,RMSE为0.83,测试数据集的R2为0.92,RMSE为0.91。MMCNN的年龄预测与基于显微镜的年龄预测相当,精度相同或略高。此外,该模型优于经典的耳石光谱偏最小二乘分析,并弥补了年龄较大的鱼的预测偏差。
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引用次数: 1
A comprehensive functional form of the optimal harvest control rule for multiple fishery management objectives 多渔业管理目标下最优收获控制规则的综合函数形式
IF 2.4 2区 农林科学 Q2 FISHERIES Pub Date : 2023-07-03 DOI: 10.1139/cjfas-2022-0195
Tatsunori Yagi, T. Yamakawa
For many of the world's fisheries, harvest control rules (HCRs) are the main tools for supporting decision-making. We previously clarified the optimal shape of the HCR to achieve multiple fisheries management objectives (maximising average catch, reducing variation in yields, and avoiding stock collapse) and ensure robustness to estimation errors in biomass by numerically estimating the optimal values of the 21 biological reference points (BRPs) comprised in the HCR. However, for actual management, a simple but comprehensive functional form to emulate the optimal HCR is desirable, as numerical HCR optimisation with many BRPs is time-consuming. Here, we introduced three objective utility functions ( U1– U3) representing HCR performance for composite management objectives: mean–variance utility functions, where the performance indicator for variation in yields is the standard deviation ( U1) or the annual average variance ( U2) of yields, and the constant relative risk aversion utility function ( U3). We derived two equations to emulate the optimal HCRs with three adjusting parameters corresponding to the management objectives and different magnitudes of estimation errors. These equations will help stakeholders discuss desired management strategies by showing expected catch and risk by adjusting the parameter values.
对于世界上许多渔业来说,捕捞控制规则是支持决策的主要工具。我们之前澄清了HCR的最佳形状,以实现多个渔业管理目标(最大化平均捕获量、减少产量变化和避免种群崩溃),并通过数值估计HCR中21个生物参考点(BRP)的最佳值来确保对生物量估计误差的稳健性。然而,对于实际管理,需要一种简单但全面的功能形式来模拟最优HCR,因为使用许多BRP进行数值HCR优化是耗时的。在这里,我们引入了三个代表复合管理目标HCR绩效的目标效用函数(U1–U3):均值-方差效用函数,其中收益率变化的绩效指标是收益率的标准差(U1)或年平均方差(U2),以及恒定相对风险规避效用函数(U3)。我们推导了两个方程来模拟最优HCR,其中三个调整参数对应于管理目标和不同程度的估计误差。这些方程将通过调整参数值显示预期捕获量和风险,帮助利益相关者讨论所需的管理策略。
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引用次数: 0
A generalized application of the catch-curve regression with comparisons of adult mortality and year-class strength between hatchery-stocked and wild-reared lake trout in US waters of Lake Huron 美国休伦湖水域孵化场放养和野生养殖湖鳟鱼成鱼死亡率和年级强度比较的捕获曲线回归的一般应用
IF 2.4 2区 农林科学 Q2 FISHERIES Pub Date : 2023-06-27 DOI: 10.1139/cjfas-2022-0275
Ji X. He, C. P. Madenjian, Todd C. Wills
The recently developed approach to estimating instantaneous total mortality of coded-wire-tagged lake trout (Salvelinus namaycush) is generally applicable to catch-at-age data. We further formalized the technique to objectively incorporate the year-class and year effects into the model structure of catch-curve regression. We used this new method to compare adult mortality and year-class strength between the hatchery-stocked and wild-reared lake trout in US waters of Lake Huron, one of the Laurentian Great Lakes. Model comparisons showed no difference in adult mortality between the hatchery-stocked and wild-reared lake trout. Based on 95% confidence intervals, the estimate of adult mortality using the simple catch-curve regression with average number-at-age was not statistically different from the estimate using the linear-mixed model with individual number-at-age of multiple year-classes and sampling years. The linear-mixed model, however, also quantified lake trout year-class strength and indicated that since 2003 the increases in recruitment of wild-reared lake trout did not fully compensate for the rapid declines in recruitment of hatchery-stocked lake trout in Lake Huron.
最近开发的估算带编码线标记湖鳟鱼(Salvelinus namaycush)瞬时总死亡率的方法一般适用于捕捞年龄数据。我们进一步形式化了将年类效应和年效应客观地纳入捕获曲线回归模型结构的技术。我们使用这种新方法比较了美国休伦湖水域孵化场和野生饲养的湖鳟鱼的成年死亡率和年强度,休伦湖是劳伦森五大湖之一。模型比较表明,在孵化场饲养的湖鳟鱼和野生饲养的湖鳟鱼之间,成年鲑鱼的死亡率没有差异。基于95%置信区间,采用平均年龄的简单捕获曲线回归估计的成人死亡率与采用多年级和采样年份的单个年龄的线性混合模型估计的成人死亡率无统计学差异。然而,线性混合模型也量化了湖鳟鱼的年度强度,并表明自2003年以来,野生养殖湖鳟鱼的捕捞量增加并不能完全弥补休伦湖孵卵放养湖鳟鱼捕捞量的迅速下降。
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引用次数: 0
If you build it, will they pass? A systematic evaluation of fish passage efficiency for three large-bodied warm-water fishes 如果你建了,他们会通过吗?三种大型温水鱼类的通航效率系统评价
IF 2.4 2区 农林科学 Q2 FISHERIES Pub Date : 2023-06-27 DOI: 10.1139/cjfas-2023-0030
Kayla Kelley, E. Gilbert, C. Pennock, M. McKinstry, P. Mackinnon, S. Durst, N. R. Franssen
Fish passages are constructed to facilitate movement around barriers, but few are quantitatively evaluated for non-salmonids. We quantified the efficiency of a selective, nature-like fish passage for three native fishes, Colorado pikeminnow (Ptychocheilus lucius), flannelmouth sucker (Catostomus latipinnis), and razorback sucker (Xyrauchen texanus), in the San Juan River, NM, USA by estimating probabilities of completing three navigational phases and associated delay times. We compared passage efficiency in years when fish were captured in a trap and manually moved upstream to years when the trap was removed in the spring. All species were less efficient at navigating the attraction and exit phases compared to the ascent phase. Operating the passage without the trap generally increased passage success and shortened delay times. Mean probability of passage and delay time among species when the trap was removed ranged from 34–55% and 5–21 days, respectively. Our results suggest species- and phase-specific variation in passage efficiency and highlight the need for evaluations to aid future passage design and operation for a greater diversity of fishes.
鱼类通道的建造是为了方便在屏障周围移动,但很少对非鲑科鱼类进行定量评估。通过估算完成三个航行阶段的概率和相关的延迟时间,我们量化了美国新墨西哥州圣胡安河三种本地鱼类——科罗拉多梭子鱼(Ptychocheilus lucius)、绒嘴吸盘(Catostomus latipinnis)和razorback吸盘(Xyrauchen texanus)的选择性、类似自然的鱼类通道的效率。我们比较了用捕鱼器捕获鱼并人工向上游移动的年份和春季将捕鱼器移走的年份的通过效率。与上升阶段相比,所有物种在吸引和退出阶段的导航效率都较低。在没有疏水阀的情况下操作通道通常会增加通过成功率并缩短延迟时间。去除捕集器后,各物种的平均通过概率为34 ~ 55%,平均滞留时间为5 ~ 21 d。我们的研究结果表明了通道效率的物种和阶段特异性变化,并强调了评估的必要性,以帮助未来的通道设计和操作,以适应更大的鱼类多样性。
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引用次数: 0
Predation of Atlantic salmon across ontogenetic stages and impacts on populations 大西洋鲑鱼在个体发育阶段的捕食及其对种群的影响
IF 2.4 2区 农林科学 Q2 FISHERIES Pub Date : 2023-06-26 DOI: 10.1139/cjfas-2023-0029
Morten Falkegård, R. Lennox, E. Thorstad, S. Einum, P. Fiske, Ø. Garmo, Å. Garseth, H. Skoglund, M. Solberg, K. Utne, K. Vollset, L. A. Vøllestad, V. Wennevik, T. Forseth
Managers and stakeholders increasingly ask whether predation is a driving force behind the poor status of many species, and whether predator control is likely to be a successful management action to intervene. We review existing literature on Atlantic salmon Salmo salar predation and predator control, as well as general ecological theory on the role of predation in the life cycle of this iconic fish. Many bird, mammal, and fish predators target salmon at different life stages. In healthy salmon populations, predation is likely compensated for by reduced intra-specific competition during the freshwater stage. There is little evidence that predation alone has been an underlying mechanism for driving salmon populations below conservation limits. However, depending on the predator’s response to salmon abundance, predation may keep decimated populations from recovering, even when the actual causes of decline have been removed. Under such a scenario, predation control may contribute to recovery, but there are no strong examples that clearly demonstrate the efficacy of managing predators to recover threatened salmon populations, challenging further applications.
管理者和利益相关者越来越多地问,捕食是否是许多物种状况不佳背后的驱动力,以及控制捕食者是否可能成为一种成功的干预管理行动。本文综述了大西洋大马哈鱼(Salmo salar)捕食和捕食控制的现有文献,以及捕食在这种标志性鱼类生命周期中的作用的一般生态学理论。许多鸟类,哺乳动物和鱼类捕食者在不同的生命阶段瞄准鲑鱼。在健康的鲑鱼种群中,在淡水阶段,捕食可能被减少的种内竞争所补偿。几乎没有证据表明,捕食本身就是导致鲑鱼数量低于保护限度的潜在机制。然而,根据捕食者对大量鲑鱼的反应,即使减少的实际原因已经消除,捕食也可能使大量减少的种群无法恢复。在这种情况下,控制捕食者可能有助于恢复,但没有强有力的例子清楚地证明管理捕食者对恢复受威胁的鲑鱼种群的有效性,这对进一步的应用提出了挑战。
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引用次数: 0
Spatially varying catchability for integrating research survey data with other data sources: case studies involving observer samples, industry-cooperative surveys, and predators-as-samplers 将研究调查数据与其他数据源整合的空间变化可捕获性:涉及观察者样本的案例研究、行业合作调查和捕食者作为样本
IF 2.4 2区 农林科学 Q2 FISHERIES Pub Date : 2023-06-15 DOI: 10.1139/cjfas-2023-0051
A. Grüss, J. Thorson, O. Anderson, R. O’Driscoll, Madison Heller-Shipley, Scott E. Goodman
Spatio-temporal models are widely applied to standardise research survey data and are increasingly used to generate density maps and indices from other data sources. We developed a spatio-temporal modelling framework that integrates research survey data (treated as a “reference dataset”) and other data sources (“non-reference datasets”) while estimating spatially varying catchability for the non-reference datasets. We demonstrated it using two case studies. The first involved bottom trawl survey and observer data for spiny dogfish (Squalus acanthias) on the Chatham Rise, New Zealand. The second involved cod predators as samplers of juvenile snow crab (Chionoecetes opilio) abundance, integrated with industry-cooperative surveys and a bottom trawl research survey in the eastern Bering Sea. Our integrated models leveraged the strengths of individual data sources (the quality of the reference dataset and the quantity of non-reference data), while downweighting the influence of the non-reference datasets via the estimated spatially varying catchabilities. They allowed for the generation of annual density maps for a longer time-period, and for the provision of one single index rather than multiple indices each covering a shorter time-period.
时空模型被广泛应用于研究调查数据的标准化,并越来越多地用于从其他数据源生成密度图和指数。我们开发了一个时空建模框架,该框架集成了研究调查数据(被视为“参考数据集”)和其他数据源(“非参考数据集),同时估计非参考数据集中空间变化的可捕获性。我们用两个案例研究证明了这一点。第一次涉及新西兰查塔姆海隆多刺狗鱼(Squalus acanthias)的底拖网调查和观察员数据。第二次涉及鳕鱼捕食者作为幼年雪蟹(Chionoecetes opilio)丰度的采样器,结合了白令海东部的行业合作调查和底拖网研究调查。我们的综合模型利用了单个数据源的优势(参考数据集的质量和非参考数据的数量),同时通过估计的空间变化的可捕性来降低非参考数据集影响。它们允许生成更长时间段的年度密度图,并提供一个单一指数,而不是多个指数,每个指数覆盖的时间更短。
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引用次数: 2
Landlocked populations have small but detectable differences in ionoregulatory physiology compared to anadromous sea lamprey, Petromyzon marinus 内陆种群在离子调节生理上与溯河七鳃鳗(Petromyzon marinus)有细微但可察觉的差异
IF 2.4 2区 农林科学 Q2 FISHERIES Pub Date : 2023-06-15 DOI: 10.1139/cjfas-2022-0242
Jessica L Norstog, S. McCormick
Life histories of anadromous and landlocked sea lamprey are similar, though landlocked populations lack seawater exposure, likely experiencing relaxed selection on SW survival traits. This study investigated seawater osmoregulation in juvenile lamprey from one anadromous and three landlocked populations from the Great Lakes and Lake Champlain. Juveniles in all populations had strongly elevated gill Na+/K+-ATPase activity compared to larvae, indicating all populations underwent osmoregulatory changes associated with metamorphosis. Survival in seawater was high in anadromous lamprey (90%) and highly variable among landlocked populations (40-100%). Plasma ions levels were higher and hematocrit was lower after seawater exposure in landlocked compared to anadromous lamprey. Freshwater gill ion transporter (H+-ATPase; Na+:Cl- cotransporter) mRNA levels were higher in freshwater and remained high after seawater exposure in landlocked relative to anadromous juveniles. Landlocked lamprey had 24-33% higher gill Na+:K+:2Cl- cotransporter abundance after seawater exposure compared to anadromous lamprey. Our results indicate ionoregulatory differences that are consistent with relaxed selection on traits for seawater entry and positive selection on freshwater traits in landlocked populations, suggestive of a recent Great Lakes invasion.
溯海七鳃鳗和内陆七鳃鳗的生活史相似,尽管内陆种群缺乏海水暴露,可能经历了对SW生存特征的宽松选择。本研究对来自五大湖和尚普兰湖的1个内陆种群和3个内陆种群的七鳃鳗幼鱼的海水渗透调节进行了研究。与幼虫相比,所有种群的幼鱼鳃Na+/K+- atp酶活性都明显升高,表明所有种群都经历了与变态相关的渗透调节变化。在海水中产卵的七鳃鳗存活率较高(90%),而在内陆种群中存活率变化很大(40-100%)。与海中七鳃鳗相比,内陆七鳃鳗暴露于海水后血浆离子水平较高,红细胞压积较低。淡水鳃离子转运体(H+- atp酶;相对于产卵幼鱼而言,淡水水体中Na+:Cl-共转运体(cotransporter) mRNA水平较高,且在海水暴露后仍保持较高水平。海水暴露后,内陆型七鳃鳗鳃Na+:K+:2Cl-共转运体丰度比内陆型七鳃鳗高24 ~ 33%。我们的研究结果表明,在内陆种群中,离子调节差异与海水进入性状的宽松选择和淡水性状的积极选择是一致的,这表明最近的大湖区入侵。
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引用次数: 0
A statistical framework for identifying the relative importance of ecosystem processes and demographic factors on fish recruitment, with application to Atlantic Herring (Clupea harengus) in the southern Gulf of St. Lawrence 用于确定生态系统过程和人口统计因素对鱼类招募的相对重要性的统计框架,并应用于圣劳伦斯湾南部的大西洋鲱鱼(Clupea harengus)
IF 2.4 2区 农林科学 Q2 FISHERIES Pub Date : 2023-06-15 DOI: 10.1139/cjfas-2023-0081
J. Burbank, François Turcotte, François-Étienne Sylvain, Nicolas Rolland
Despite the importance of recruitment for population dynamics and assessing stock status, limited information exists on the relative influence of various ecosystem and demographic factors on the recruitment dynamics of marine fishes. We develop a statistical framework to identify the ecosystem and demographic factors influencing the recruitment and of marine fishes and facilitate improved predictions of recruitment. We demonstrate the approach by examining the relative influence of ecosystem and demographic factors on the recruitment of southern Gulf of St. Lawrence spring and fall spawning Atlantic Herring (Clupea harengus) stocks, highlighting the benefit of considering multiple factors to better understand recruitment trends. We found different combinations of biological and physical ecosystem factors along with demographic had a significant influence on the recruitment and recruitment rate of spring and fall spawning herring. The study emphasizes the value of considering ecosystem characteristics when examining recruitment, provides a framework for researchers to investigate and model recruitment of other fish populations, and supports the continued development and implementation of ecosystem based fisheries management approaches for species such as Atlantic Herring.
尽管捕捞对种群动态和评估种群状况很重要,但关于各种生态系统和人口因素对海洋鱼类捕捞动态的相对影响的信息有限。我们开发了一个统计框架,以确定影响海洋鱼类招募和招募的生态系统和人口统计因素,并促进对招募的改进预测。我们通过研究生态系统和人口因素对圣劳伦斯湾南部春季和秋季产卵的大西洋鲱鱼种群招募的相对影响来证明这种方法,强调了考虑多种因素以更好地了解招募趋势的好处。我们发现,生物和物理生态系统因素的不同组合以及人口统计学对春季和秋季产卵鲱鱼的招募和招募率有显著影响。该研究强调了在审查招募时考虑生态系统特征的价值,为研究人员调查和模拟其他鱼类种群的招募提供了一个框架,并支持继续开发和实施基于生态系统的大西洋鲱鱼等物种渔业管理方法。
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引用次数: 0
Integrating Hydro-acoustic and Telemetry Surveys to Estimate Fish Abundance: A New Approach to an Old Problem 综合水声和遥测测量估算鱼类丰度:解决老问题的新方法
IF 2.4 2区 农林科学 Q2 FISHERIES Pub Date : 2023-06-13 DOI: 10.1139/cjfas-2022-0183
B. Shuter, S. Milne, L. Hrenchuk, D. D. De Kerckhove, M. Rennie
Population abundance is a critical metric in fisheries and conservation but it is difficult to measure accurately. Existing estimation methods present significant challenges: mark-recapture methods are time- and labour-intensive, and hydroacoustic echo counting methods face issues with target identity and the habitat types where they can be effectively applied. We present a new methodology for abundance estimation that can improve the reliability of echo counting methods. Split beam hydroacoustic survey data is integrated with telemetry data from fish bearing acoustic transponder tags. These tags are counted by a spatially and temporally concurrent multibeam acoustic survey to produce mark-recapture abundance estimates. We assessed this approach on four wild lake trout populations, ranging in abundance from ~ 200 to ~ 3000 adults. Our abundance estimates were consistent with those derived from conventional Schnabel and Jolly-Seber mark-recapture studies. We show that the precision achievable with this method in one year of field work rivals that provided by long term (> 10 years), continuous mark-recapture studies. We also discuss other ecological questions that could be addressed with this approach.
种群丰度是渔业和自然保护的一个关键指标,但很难准确测量。现有的估计方法面临着重大挑战:标记再捕获方法耗时耗力,水声回波计数方法面临着目标识别和栖息地类型的问题,而这些问题是它们可以有效应用的。我们提出了一种新的丰度估计方法,可以提高回波计数方法的可靠性。劈开波束水声测量数据与携带声学应答器标签的鱼类遥测数据相结合。这些标签通过空间和时间同步的多波束声学测量来计数,以产生标记再捕获丰度估计。我们对4个野生湖鳟鱼种群进行了评估,数量从200到3000不等。我们的丰度估计与传统Schnabel和Jolly-Seber标记-再捕获研究的结果一致。我们表明,这种方法在一年的野外工作中所达到的精度可以与长期(10年)连续的标记重新捕获研究相媲美。我们还讨论了可以用这种方法解决的其他生态问题。
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引用次数: 0
Lake trout reflex impairment and physiological status following ice-angling 冰钓后湖鳟反射损伤及生理状态
IF 2.4 2区 农林科学 Q2 FISHERIES Pub Date : 2023-06-09 DOI: 10.1139/cjfas-2023-0037
Bradley E. Howell, Giulio Navarroli, Eric J. Mullen, S. Cooke, C. Hasler
We examined behaviour and physiology of lake trout (Salvelinus namaycush) following ice-angling. Fish were ice-angled and placed in a water-filled tub for 0.5, 4, and 6h to recover (n=19). Reflex impairment and physiological status were assessed repeatedly for every individual. Longer fight times lead to higher lactate and glucose, and lower extracellular pH 0.5h post-angling. Loss of orientation was the most common reflex impairment (84% of fish) 4h post-angling. Mortality (36.8%) was observed during the study; however, variation in handling, barotrauma, and issues with sampling may have confounded angling effects. To determine if barotrauma impacted impairment and mortality, lake trout at a later sampling date (n=29) were exposed to air for either 60, 120, 180, 240, 300, or 420s before assessment (3.4% mortality). For fish air exposed for 300s or more, 14% lost orientation during immediate assessment. Bloating occurred in 20% of fish air exposed for 60s. An air exposure duration of 420s significantly impaired reflexes. Recreationally caught lake trout show behavioural and physiological impairment with such impairments magnified by extended air exposure.
我们研究了湖鳟鱼(Salvelinus namaycush)在冰上钓鱼后的行为和生理。鱼呈冰角,放置在装满水的浴缸中0.5、4和6小时以恢复(n=19)。反复评估每个个体的反射损伤和生理状态。较长的战斗时间会导致更高的乳酸和葡萄糖,并在钓鱼后0.5小时降低细胞外pH值。定向丧失是钓鱼后4小时最常见的反射损伤(84%的鱼)。在研究期间观察到死亡率(36.8%);然而,处理方式的变化、气压创伤和取样问题可能会产生混淆的角度效应。为了确定气压创伤是否会影响损伤和死亡率,在评估前,在较晚的采样日期(n=29)将湖鳟鱼暴露在空气中60、120、180、240、300或420秒(3.4%死亡率)。对于暴露在空气中300秒或更长时间的鱼,14%的鱼在立即评估时失去了方向。20%的鱼在空气中暴露60秒后出现腹胀。暴露在空气中的时间为420秒,反应能力明显受损。休闲捕捞的湖鳟鱼表现出行为和生理上的损害,这种损害因长期暴露在空气中而被放大。
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引用次数: 0
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Canadian Journal of Fisheries and Aquatic Sciences
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